Who should use callsmith?

callsmith is an open-source project built for developers.

Does callsmith have a free plan?

Yes — callsmith is open source under the Apache-2.0 license and free to use.

What platforms does callsmith run on?

callsmith runs on the command line.

Is callsmith still active?

Unverified. callsmith has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.

What projects are similar to callsmith?

Similar projects tracked by PulseGate include isaac-acp, git-standup, and clipassman.

Is callsmith open source?

Yes — callsmith is open source under the Apache-2.0 license.

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callsmith

PyPIInfrastructure

callsmith is an open-source CLI tool and agent that handles the full lifecycle of small invocation models based on FunctionGemma. It fine-tunes 270M parameter checkpoints for specific CLIs, publishes them to Hugging Face, selects the appropriate model for a target command, downloads it, and translates natural language text into the exact intended CLI command. It is built for developers seeking reliable natural-language-to-command translation.

Open SourceApache-2.0CLI

Visit PyPI

Overview

3 features

callsmith sits in PulseGate's CLI tools & terminal category. It focuses on converting natural language descriptions into precise, executable CLI commands using specialized fine-tuned models. It is built as an open-source project for developers. The project is open source (Apache-2.0). It runs on the command line.

callsmith first shipped in 2026. Key capabilities include Model Finetuning, Model Publishing, and Command Generation.

Summary written by a language model from the project’s public pages.

Model Finetuning
Model Publishing
Command Generation

Built with & integrations

AI providers

meta_llama

Runs on

CLI

Trust & compliance

License

Apache-2.0

Verified signals

HTTPSOpen Source

Indexing history

What PulseGate has recorded for this listing

Indexed22 Jul · 04:38 UTC
callsmith verified against its public source
Source: PulseGate · Open

Frequently asked questions about callsmith

What is callsmith?: Callsmith focuses on converting natural language descriptions into precise, executable CLI commands using specialized fine-tuned models. It is catalogued under CLI tools & terminal on PulseGate.
Who should use callsmith?: callsmith is an open-source project built for developers.
Does callsmith have a free plan?: Yes — callsmith is open source under the Apache-2.0 license and free to use.
What platforms does callsmith run on?: callsmith runs on the command line.
Is callsmith still active?: Unverified. callsmith has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
What projects are similar to callsmith?: Similar projects tracked by PulseGate include isaac-acp, git-standup, and clipassman.isaac-acp git-standup clipassman
When did callsmith launch?: callsmith first shipped in 2026.
Is callsmith open source?: Yes — callsmith is open source under the Apache-2.0 license.

At a glance

Platforms: Cli
Languages: English
License: Apache-2.0
First seen: 22 Jul 2026
Built for: developers
Model: Open source
Solves: Converting natural language descriptions into precise, executable CLI commands using specialized fine-tuned models.

Registered as

PyPI: callsmith

Developer

Agentculture

Live coverage

Identity confidence: Low · 64
Indexed: 22 Jul 2026
Lifecycle: Alive
First seen: Jul 2026
Last seen: 22 Jul 2026

Identity audit (13)

Slug: callsmith-pypi-org
Lifecycle state recorded: 22 Jul 2026
Verification state: Indexed for public listing
Listing state: Listed: yes
Index status: Included in index
Latest evidence snapshot: 22 Jul 2026
Timeline basis: Indexed-at chronology (no inferred launch/funding milestones).
Name from: Written by a language model from the project's public pages.
Category from: Assigned by a language model.
Summary from: Written by a language model from public pages.
Languages from: Detected by a language model from page content.
Last updated: 22 Jul 2026
Canonical URL: https://pypi.org/project/callsmith

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